Research Explorer
Papers
Conferences
Authors
Topics
Keywords
Trends
Achievements
Explore
← Core Methods
Machine Learning
›
Core Methods
›
Kernel Methods
571 directly classified papers
Papers per year
2001: 3
2002: 2
2003: 2
2004: 7
2005: 9
2006: 25
2007: 15
2008: 22
2009: 19
2010: 23
2011: 16
2012: 26
2013: 37
2014: 30
2015: 16
2016: 31
2017: 33
2018: 26
2019: 25
2020: 27
2021: 32
2022: 47
2023: 35
2024: 44
2025: 19
Papers
The Nyström method for convex loss functions
JMLR 2024
Low-Rank Kernel Tensor Learning for Incomplete Multi-View Clustering
AAAI 2024
Recursive Estimation of Conditional Kernel Mean Embeddings
JMLR 2024
Inverse M-Kernels for Linear Universal Approximators of Non-Negative Functions
NIPS 2024
On Regularized Radon-Nikodym Differentiation
JMLR 2024
Random Smoothing Regularization in Kernel Gradient Descent Learning
JMLR 2024
Dense Associative Memory Through the Lens of Random Features
NIPS 2024
Differential Privacy in Scalable General Kernel Learning via $K$-means Nystr{\"o}m Random Features
NIPS 2024
Sparse Representer Theorems for Learning in Reproducing Kernel Banach Spaces
JMLR 2024
Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces I: the compact case
JMLR 2024
On the Optimality of Misspecified Spectral Algorithms
JMLR 2024
Geometric Learning with Positively Decomposable Kernels
JMLR 2024
Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification
AAAI 2024
Error Estimation for Random Fourier Features
AISTATS 2023
Overparameterized Random Feature Regression with Nearly Orthogonal Data
AISTATS 2023
Kernel QuantTree
ICML 2023
Simplex Random Features
ICML 2023
Extending Kernel PCA through Dualization: Sparsity, Robustness and Fast Algorithms
ICML 2023
Optimal Convergence Rates for Agnostic Nyström Kernel Learning
ICML 2023
Consistency of Multiple Kernel Clustering
ICML 2023
Nearly-tight Bounds for Deep Kernel Learning
ICML 2023
Towards a Persistence Diagram that is Robust to Noise and Varied Densities
ICML 2023
Learning Partial Differential Equations in Reproducing Kernel Hilbert Spaces
JMLR 2023
Optimal Convergence Rates for Distributed Nystroem Approximation
JMLR 2023
Isotropic Gaussian Processes on Finite Spaces of Graphs
AISTATS 2023
<
1
2
3
4
5
…
23
>